What serves as the counterfactual comparison in a time series regression analysis?
Interrupted time-series analysis (ITSA) is a popular evaluation methodology in which a single treatment unit's
outcome is studied over time and the intervention is expected to "interrupt" the level and/or trend of the outcome,
subsequent to its introduction.Interrupted time series (ITS) analysis is a valuable study design for evaluating the
effectiveness of population-level health interventions that have been implemented at a clearly defined point in time.
It is increasingly being used to evaluate the effectiveness of interventions ranging from clinical therapy to national
public health legislation. When ITSA is implemented without a comparison group, the internal validity may be quite poor.
Therefore, adding a comparable control group to serve as the counterfactual is always preferred.
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